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Synapse
October 9, 2025Open Access

Evaluating Large Language Models (LLMs) in Financial NLP: A Comparative Study on Financial Report Analysis

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Authors

MMMd Mohsin

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Overview

This comparative evaluation shows GPT excels in financial NLP, indicating varied performance across LLMs.

Key Points

  • GPT provides the most coherent and contextually relevant answers in financial report analysis.
  • The study compares five leading LLMs using domain-specific prompts and various evaluation methodologies.
  • Variability in outputs changes from company to company, highlighting prompt sensitivity and material influence.
  • Methodologies include human annotation and automated metrics like ROUGE and Cosine Similarity for assessment.

Cite This Study

Md Mohsin (2025) studied this question.

synapsesocial.com/papers/68e7f0af2d7e30942762c881https://doi.org/10.48550/arxiv.2507.22936
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